{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "V8oxar_KaGwu"
      },
      "source": [
        "# Numerical Python : Numpy\n",
        "\n",
        "---\n",
        "Numpy is a Python library, and it is used mainly for working with arrays\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "to use numpy you need to install it by using Package Installer for Python (pip):\n",
        "\n",
        "*> pip install numpy*\n",
        "\n",
        "on googlecolab numpy is already installed with the most common packages for Data Science and Machine Learning\n",
        "\n",
        "Further documentation and expamples are avaialble on the official website of numpy: \n",
        "https://numpy.org\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "first you need to import the library. The usual way is as follows:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "jc64cCL_v3JF"
      },
      "outputs": [],
      "source": [
        "import numpy as np"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GfeeyPiHa9Fv"
      },
      "source": [
        "you first array"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "NsCV7VIDwRW4",
        "outputId": "8a323955-cec8-4daf-c297-64bb4cf298de"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "[ 1  2  3  4  5  6  7  8  9 10]\n"
          ]
        }
      ],
      "source": [
        "myarray = np.array([1, 2, 3, 4, 5, 6, 7, 8, 9, 10])\n",
        "\n",
        "print(myarray)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8LLkBNIdbi9x"
      },
      "source": [
        "### N-dimensional Array"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "#### 0-D Array\n",
        "0-D arrays, or Scalars, are the elements in an array. Each value in an array is a 0-D array."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        },
        "id": "qcO6UqBAwhCQ",
        "outputId": "802fc25c-f647-45ae-ed3f-58d0c5060b86"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "99\n"
          ]
        }
      ],
      "source": [
        "# 0-D Arrayplot\n",
        "Array0D = np.array(99)\n",
        "print(Array0D)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YEcEgSEjbvdA"
      },
      "source": [
        "#### 1-D Array\n",
        "An array that has 0-D arrays as its elements is called uni-dimensional or 1-D array. These are the most common and basic arrays."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 282
        },
        "id": "mf5cyj4ucXGt",
        "outputId": "6febbd1d-1747-46d5-a434-37ae49f371a2"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "[1 2 3]\n"
          ]
        }
      ],
      "source": [
        "# 1-D Arrayplot\n",
        "Array1D = np.array([1,2,3])\n",
        "print(Array1D)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "#### 2-D Array\n",
        "An array that has 1-D arrays as its elements is called a 2-D array.\n",
        "These are often used to represent matrix or 2nd order tensors."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "[[1 2 3]\n",
            " [4 5 6]]\n"
          ]
        }
      ],
      "source": [
        "# 2-D Arrayplot\n",
        "Array2D = np.array([[1,2,3],[4,5,6]])\n",
        "print(Array2D)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "#### 3-D Array\n",
        "An array that has 2-D arrays (matrices) as its elements is called 3-D array. These are often used to represent a 3rd order tensor."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "[[[ 1  2  3]\n",
            "  [ 4  5  6]]\n",
            "\n",
            " [[ 7  8  9]\n",
            "  [10 11 12]]]\n"
          ]
        }
      ],
      "source": [
        "Array3D = np.array([[[1, 2, 3], [4, 5, 6]], [[7, 8, 9], [10, 11, 12]]])\n",
        "\n",
        "print(Array3D)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "#### CHeck number of dimensions\n",
        "NumPy Arrays provides the ndim attribute that returns an integer that tells us how many dimensions the array have."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "0\n",
            "1\n",
            "2\n",
            "3\n"
          ]
        }
      ],
      "source": [
        "print(Array0D.ndim)\n",
        "print(Array1D.ndim)\n",
        "print(Array2D.ndim)\n",
        "print(Array3D.ndim)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "MyArray is 2-D Array =\n",
            " [[1 0 0]\n",
            " [0 1 0]\n",
            " [0 0 1]]\n"
          ]
        }
      ],
      "source": [
        "MyArray = np.array([[1, 0, 0], [0, 1, 0], [0,0,1]])\n",
        "\n",
        "print(f'MyArray is {np.ndim(MyArray)}-D Array =\\n {MyArray}')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "MyArray is 3-D Array =\n",
            " [[[1 0 0]\n",
            "  [0 1 0]\n",
            "  [0 0 1]]\n",
            "\n",
            " [[0 1 1]\n",
            "  [0 0 1]\n",
            "  [0 0 0]]\n",
            "\n",
            " [[0 0 0]\n",
            "  [1 0 0]\n",
            "  [1 1 0]]]\n"
          ]
        }
      ],
      "source": [
        "MyArray = np.array([[[1, 0, 0], [0, 1, 0], [0,0,1]], [[0, 1, 1], [0, 0, 1], [0,0,0]], [[0, 0, 0], [1, 0, 0], [1,1,0]]])\n",
        "\n",
        "print(f'MyArray is {np.ndim(MyArray)}-D Array =\\n {Array3D}')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "#### Higher Dimensions Array\n",
        "An array can have any number of dimensions.\n",
        "When the array is created, you can define the number of dimensions by using the ndmin argument."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "[[[[[1 2 3 4 1 2 3 4 1 2 3 4]]]]]\n",
            "my array dimension is : 5\n"
          ]
        }
      ],
      "source": [
        "Array5D = np.array([1,2,3,4], ndmin=5) \n",
        "\n",
        "print(Array5D)\n",
        "print('my array dimension is :',Array5D.ndim)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "#### construct numpy array with reshape() function"
      ]
    },
    {
      "attachments": {
        "image.png": {
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"
        }
      },
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "![image.png](attachment:image.png)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "arr is 3 array :\n",
            " [[[ 0  1  2]\n",
            "  [ 3  4  5]\n",
            "  [ 6  7  8]\n",
            "  [ 9 10 11]]\n",
            "\n",
            " [[12 13 14]\n",
            "  [15 16 17]\n",
            "  [18 19 20]\n",
            "  [21 22 23]]\n",
            "\n",
            " [[24 25 26]\n",
            "  [27 28 29]\n",
            "  [30 31 32]\n",
            "  [33 34 35]]]\n"
          ]
        }
      ],
      "source": [
        "arr = np.arange(36).reshape(3, 4, 3)\n",
        "print(f'arr is {np.ndim(arr)} array :\\n', arr)"
      ]
    },
    {
      "attachments": {
        "image.png": {
          "image/png": 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"
        }
      },
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "![image.png](attachment:image.png)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Some usefull built-in function to create arrays\n",
        "NumPy has over 40 built-in functions for creating arrays as laid out in the Array creation routines. These functions can be split into roughly three categories, based on the dimension of the array they create:\n",
        "\n",
        "1D arrays\n",
        "\n",
        "2D arrays\n",
        "\n",
        "ndarrays"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "#### numpy.arange(start, stop, step) function\n",
        "Will creates arrays with regularly incrementing values:\n",
        "- with the stop value (integer or float): np.arange(U)\n",
        "- with the start and stop values (int. or flt.): np.arange(L, U)\n",
        "- with the Start, Stop & Step values: np.arange(L, U, S)\n",
        "\n",
        "*remark: the arange() function did not include the Upper limit value*"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 43,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "-------------------------------------------------\n",
            "- np.arange(10)= [0 1 2 3 4 5 6 7 8 9]\n",
            "- np.arange(1, 10)= [1 2 3 4 5 6 7 8 9]\n",
            "- np.arange(1, 10, 1)= [1 2 3 4 5 6 7 8 9]\n",
            "- np.arange(1, 10, 2)= [1 3 5 7 9]\n",
            "-------------------------------------------------\n",
            "- np.arange(10.)= [0. 1. 2. 3. 4. 5. 6. 7. 8. 9.]\n",
            "- np.arange(1, 10.)= [1. 2. 3. 4. 5. 6. 7. 8. 9.]\n",
            "- np.arange(1, 10., 1.)= [1. 2. 3. 4. 5. 6. 7. 8. 9.]\n",
            "- np.arange(1, 10., 1.5)= [1.  2.5 4.  5.5 7.  8.5]\n",
            "-------------------------------------------------\n"
          ]
        }
      ],
      "source": [
        "# arange() function\n",
        "print('-------------------------------------------------')\n",
        "print('- np.arange(10)=', np.arange(10))\n",
        "print('- np.arange(1, 10)=', np.arange(1, 10))\n",
        "print('- np.arange(1, 10, 1)=', np.arange(1, 10, 1))\n",
        "print('- np.arange(1, 10, 2)=', np.arange(1, 10, 2))\n",
        "print('-------------------------------------------------')\n",
        "print('- np.arange(10.)=', np.arange(10.))\n",
        "print('- np.arange(1, 10.)=', np.arange(1, 10.))\n",
        "print('- np.arange(1, 10., 1.)=', np.arange(1, 10., 1.))\n",
        "print('- np.arange(1, 10., 1.5)=', np.arange(1, 10., 1.5))\n",
        "print('-------------------------------------------------')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "#### numpy.linspace(Start, Stop, N) function\n",
        "Will create arrays with a specified number of elements, and spaced equally between the specified beginning and end values:\n",
        "- with the Start & Stop values (integer or float): np.linspace(L, U)\n",
        "- with the Start, Stop & N values (int. or flt.): np.linspace(L, U, N)\n",
        "\n",
        "*- remark1: the linspace() function invlove the upper limit value*\n",
        "\n",
        "*- remark2: the linspace(L,U) function invlove by default 50 elements*"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 50,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "-------------------------------------------------\n",
            "- np.linspace(1, 10)= [ 1.          1.18367347  1.36734694  1.55102041  1.73469388  1.91836735\n",
            "  2.10204082  2.28571429  2.46938776  2.65306122  2.83673469  3.02040816\n",
            "  3.20408163  3.3877551   3.57142857  3.75510204  3.93877551  4.12244898\n",
            "  4.30612245  4.48979592  4.67346939  4.85714286  5.04081633  5.2244898\n",
            "  5.40816327  5.59183673  5.7755102   5.95918367  6.14285714  6.32653061\n",
            "  6.51020408  6.69387755  6.87755102  7.06122449  7.24489796  7.42857143\n",
            "  7.6122449   7.79591837  7.97959184  8.16326531  8.34693878  8.53061224\n",
            "  8.71428571  8.89795918  9.08163265  9.26530612  9.44897959  9.63265306\n",
            "  9.81632653 10.        ]\n",
            "- np.linspace(1, 10.)= [ 1.          1.18367347  1.36734694  1.55102041  1.73469388  1.91836735\n",
            "  2.10204082  2.28571429  2.46938776  2.65306122  2.83673469  3.02040816\n",
            "  3.20408163  3.3877551   3.57142857  3.75510204  3.93877551  4.12244898\n",
            "  4.30612245  4.48979592  4.67346939  4.85714286  5.04081633  5.2244898\n",
            "  5.40816327  5.59183673  5.7755102   5.95918367  6.14285714  6.32653061\n",
            "  6.51020408  6.69387755  6.87755102  7.06122449  7.24489796  7.42857143\n",
            "  7.6122449   7.79591837  7.97959184  8.16326531  8.34693878  8.53061224\n",
            "  8.71428571  8.89795918  9.08163265  9.26530612  9.44897959  9.63265306\n",
            "  9.81632653 10.        ]\n",
            "- np.linspace(1, 10, 50)= [ 1.          1.18367347  1.36734694  1.55102041  1.73469388  1.91836735\n",
            "  2.10204082  2.28571429  2.46938776  2.65306122  2.83673469  3.02040816\n",
            "  3.20408163  3.3877551   3.57142857  3.75510204  3.93877551  4.12244898\n",
            "  4.30612245  4.48979592  4.67346939  4.85714286  5.04081633  5.2244898\n",
            "  5.40816327  5.59183673  5.7755102   5.95918367  6.14285714  6.32653061\n",
            "  6.51020408  6.69387755  6.87755102  7.06122449  7.24489796  7.42857143\n",
            "  7.6122449   7.79591837  7.97959184  8.16326531  8.34693878  8.53061224\n",
            "  8.71428571  8.89795918  9.08163265  9.26530612  9.44897959  9.63265306\n",
            "  9.81632653 10.        ]\n",
            "- np.linspace(1, 10, 10)= [ 1.  2.  3.  4.  5.  6.  7.  8.  9. 10.]\n",
            "-------------------------------------------------\n"
          ]
        }
      ],
      "source": [
        "# linspace() function\n",
        "print('-------------------------------------------------')\n",
        "print('- np.linspace(1, 10)=', np.linspace(1, 10))\n",
        "print('- np.linspace(1, 10.)=', np.linspace(1, 10.))\n",
        "print('- np.linspace(1, 10, 50)=', np.linspace(1, 10, 50))\n",
        "print('- np.linspace(1, 10, 10)=', np.linspace(1, 10, 10))\n",
        "print('-------------------------------------------------')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "#### numpy.eye(n, m) function\n",
        "defines a 2D identity matrix. The elements where i=j (row index and column index are equal) are 1 and the rest are 0."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 53,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "- Identity 2D arrays (matrix) np.eye(2,3):\n",
            " [[1. 0. 0.]\n",
            " [0. 1. 0.]]\n",
            "- Identity 2D arrays (matrix) np.eye(5,5):\n",
            " [[1. 0. 0. 0. 0.]\n",
            " [0. 1. 0. 0. 0.]\n",
            " [0. 0. 1. 0. 0.]\n",
            " [0. 0. 0. 1. 0.]\n",
            " [0. 0. 0. 0. 1.]]\n"
          ]
        }
      ],
      "source": [
        "print('- Identity 2D arrays (matrix) np.eye(2,3):\\n',np.eye(2,3))\n",
        "print('- Identity 2D arrays (matrix) np.eye(5,5):\\n',np.eye(5,5))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "#### numpy.diag(Array) function\n",
        "can define either a square 2D array with given values along the diagonal or if given a 2D array returns a 1D array that is only the diagonal elements. The two array creation functions can be helpful while doing linear algebra."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 57,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "- Diagonal 2D arrays (matrix) np.diag([1,2,3,4]):\n",
            " [[1 0 0 0]\n",
            " [0 2 0 0]\n",
            " [0 0 3 0]\n",
            " [0 0 0 4]]\n",
            "- Diagonal 2D arrays (matrix) np.diag([1,2,3],1):\n",
            " [[0 1 0 0]\n",
            " [0 0 2 0]\n",
            " [0 0 0 3]\n",
            " [0 0 0 0]]\n",
            "- Diagonal 2D arrays (matrix) np.diag([[1,2],[3,4]]):\n",
            " [1 4]\n"
          ]
        }
      ],
      "source": [
        "print('- Diagonal 2D arrays (matrix) np.diag([1,2,3,4]):\\n',np.diag([1,2,3,4]))\n",
        "print('- Diagonal 2D arrays (matrix) np.diag([1,2,3],1):\\n',np.diag([1,2,3],1))\n",
        "print('- Diagonal 2D arrays (matrix) np.diag([[1,2],[3,4]]):\\n',np.diag([[1,2],[3,4]]))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### General ndarray creation functions\n",
        "The ndarray creation functions e.g. numpy.ones, numpy.zeros, and random define arrays based upon the desired shape. The ndarray creation functions can create arrays with any dimension by specifying how many dimensions and length along that dimension in a tuple or list."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 85,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "- np.zeros((2,3)) :\n",
            " [[0. 0.]]\n",
            "- np.zeros((2, 3, 2)):\n",
            " [[[0 0]\n",
            "  [0 0]\n",
            "  [0 0]]\n",
            "\n",
            " [[0 0]\n",
            "  [0 0]\n",
            "  [0 0]]\n",
            "\n",
            " [[0 0]\n",
            "  [0 0]\n",
            "  [0 0]]]\n"
          ]
        }
      ],
      "source": [
        "# numpy.zeros(shape) will create an array filled \n",
        "# with 0 values with the specified shape. The default dtype is float64:\n",
        "print('- np.zeros((2,3)) :\\n',np.zeros((1,2)))\n",
        "print('- np.zeros((2, 3, 2)):\\n', np.zeros((3, 3, 2), dtype=int))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 86,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "- np.ones((2,3)) :\n",
            " [[1. 1. 1.]\n",
            " [1. 1. 1.]]\n",
            "- np.ones((2, 3, 1)):\n",
            " [[[1 1]\n",
            "  [1 1]\n",
            "  [1 1]]\n",
            "\n",
            " [[1 1]\n",
            "  [1 1]\n",
            "  [1 1]]]\n"
          ]
        }
      ],
      "source": [
        "# numpy.ones(shape) will create an array filled with 1 values. \n",
        "# It is identical to zeros in all other respects as such:\n",
        "print('- np.ones((2,3)) :\\n',np.ones((2,3)))\n",
        "print('- np.ones((2, 3, 1)):\\n', np.ones((2, 3, 2), dtype=int))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "# numpy.ones(shape) will create an array filled with 1 values. \n",
        "# It is identical to zeros in all other respects as such:\n",
        "print('- np.ones((2,3)) :\\n',np.ones((2,3)))\n",
        "print('- np.ones((2, 3, 1)):\\n', np.ones((2, 3, 2), dtype=int))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Universal numpy functions (ufunc)\n",
        "#### Simple arithmetic\n",
        "You could use arithmetic operators + - * / directly between NumPy arrays, but this section discusses an extension of the same where we have functions that can take any array-like objects e.g. lists, tuples etc. and perform arithmetic conditionally."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 114,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "----------------- addition -----------------------\n",
            "np.add(arr1, arr2) = [ 7  9 11 13 15]\n",
            "arr1 + arr2 = [ 7  9 11 13 15]\n",
            "--------------------------------------------------\n",
            "\n",
            "----------------- substraction -------------------\n",
            "np.subtract(arr1, arr2) = [-5 -5 -5 -5 -5]\n",
            "arr1 - arr2 = [-5 -5 -5 -5 -5]\n",
            "--------------------------------------------------\n",
            "\n",
            "----------------- Multiplication ----------------\n",
            "np.multiply(arr1, arr2) = [ 6 14 24 36 50]\n",
            "arr1 * arr2 = [ 6 14 24 36 50]\n",
            "--------------------------------------------------\n",
            "\n",
            "----------------- Division -----------------------\n",
            "np.divide(arr1, arr2)) = [0.16666667 0.28571429 0.375      0.44444444 0.5       ]\n",
            "arr1 / arr2 = [0.16666667 0.28571429 0.375      0.44444444 0.5       ]\n",
            "--------------------------------------------------\n",
            "\n",
            "----------------- Power -------------------------\n",
            "np.power(arr2, arr1) = [     6     49    512   6561 100000]\n",
            "arr1 ** arr2 = [     6     49    512   6561 100000]\n",
            "--------------------------------------------------\n",
            "\n",
            "----------------- Modular ------------------------\n",
            "np.power(arr2, arr1) = [0 1 2 1 0]\n",
            "arr1 % arr2 = [0 1 2 1 0]\n",
            "--------------------------------------------------\n",
            "\n",
            "----------------- Divmodular ---------------------\n",
            "np.divmod(arr2, arr1) = (array([6, 3, 2, 2, 2]), array([0, 1, 2, 1, 0]))\n",
            "arr1 % arr2 = (array([0, 1, 2, 1, 0]), array([6, 3, 2, 2, 2]))\n",
            "--------------------------------------------------\n",
            "\n",
            "----------------- Absolute value -----------------\n",
            " original array =  [-1 -2  1  2  3 -4]\n",
            " new array with absolute values = [1 2 1 2 3 4]\n",
            "--------------------------------------------------\n",
            "\n"
          ]
        }
      ],
      "source": [
        "arr1 = np.array([1, 2, 3, 4, 5])\n",
        "arr2 = np.array([6, 7, 8, 9, 10])\n",
        "\n",
        "# Addition\n",
        "addarr1 = np.add(arr1, arr2)\n",
        "addarr2 = arr1 + arr2\n",
        "print('----------------- addition -----------------------')\n",
        "print('np.add(arr1, arr2) =', addarr1)\n",
        "print('arr1 + arr2 =', addarr2)\n",
        "print('--------------------------------------------------\\n')\n",
        "\n",
        "# Substraction\n",
        "subarr1 = np.subtract(arr1, arr2)\n",
        "subarr2 = arr1 - arr2\n",
        "print('----------------- substraction -------------------')\n",
        "print('np.subtract(arr1, arr2) =', subarr1)\n",
        "print('arr1 - arr2 =', subarr2)\n",
        "print('--------------------------------------------------\\n')\n",
        "\n",
        "# Multiplication\n",
        "prodarr1 = np.multiply(arr1, arr2)\n",
        "prodarr2 = arr1 * arr2\n",
        "print('----------------- Multiplication ----------------')\n",
        "print('np.multiply(arr1, arr2) =', prodarr1)\n",
        "print('arr1 * arr2 =', prodarr2)\n",
        "print('--------------------------------------------------\\n')\n",
        "\n",
        "# Division\n",
        "divarr1 = np.divide(arr1, arr2)\n",
        "divarr2 = arr1 / arr2\n",
        "print('----------------- Division -----------------------')\n",
        "print('np.divide(arr1, arr2)) =', divarr1)\n",
        "print('arr1 / arr2 =', divarr2)\n",
        "print('--------------------------------------------------\\n')\n",
        "\n",
        "# Power\n",
        "powarr1 = np.power(arr2, arr1)\n",
        "powarr2 = arr2 ** arr1\n",
        "print('----------------- Power -------------------------')\n",
        "print('np.power(arr2, arr1) =', powarr1)\n",
        "print('arr1 ** arr2 =', powarr2)\n",
        "print('--------------------------------------------------\\n')\n",
        "\n",
        "# Modular\n",
        "modarr1 = np.mod(arr2, arr1)\n",
        "modarr2 = arr2 % arr1\n",
        "print('----------------- Modular ------------------------')\n",
        "print('np.power(arr2, arr1) =', modarr1)\n",
        "print('arr1 % arr2 =', modarr2)\n",
        "print('--------------------------------------------------\\n')\n",
        "\n",
        "# Modular and remainder\n",
        "divmodarr1 = np.divmod(arr2, arr1)\n",
        "divmodarr2 = (arr2 % arr1, arr2 // arr1)\n",
        "print('----------------- Divmodular ---------------------')\n",
        "print('np.divmod(arr2, arr1) =', divmodarr1)\n",
        "print('arr1 % arr2 =', divmodarr2)\n",
        "print('--------------------------------------------------\\n')\n",
        "\n",
        "# Absolute value\n",
        "myarray = np.array([-1, -2, 1, 2, 3, -4])\n",
        "newarr = np.absolute(arr)\n",
        "print('----------------- Absolute value -----------------')\n",
        "print(' original array = ', myarray)\n",
        "print(' new array with absolute values =', newarr)\n",
        "print('--------------------------------------------------\\n')\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "#### Basic operations on arrays"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 123,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            " Array A01 : [ 3.6565 -2.109 ]\n",
            " Truncated array B01: [ 3. -2.]\n",
            " Fixed array C01: [ 3. -2.]\n",
            " Rounded array D01: [ 4. -2.]\n",
            " floored array E01: [ 3. -3.]\n",
            " Ceiled array F01: [ 4. -2.]\n"
          ]
        }
      ],
      "source": [
        "A01 = np.array([3.6565, -2.10900])\n",
        "B01 = np.trunc(A01)\n",
        "C01 = np.fix(A01)\n",
        "D01 = np.around(A01)\n",
        "E01 = np.floor(A01)\n",
        "F01 = np.ceil(A01)\n",
        "print(' Array A01 :', A01)\n",
        "print(' Truncated array B01:', B01)\n",
        "print(' Fixed array C01:', C01)\n",
        "print(' Rounded array D01:', D01)\n",
        "print(' floored array E01:', E01)\n",
        "print(' Ceiled array F01:', F01)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 130,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "---------------- Summation --------------------------\n",
            "np.sum([Arr01, Arr02]) = 21\n",
            "np.sum([Arr01, Arr02], axis=0) = [5 7 9]\n",
            "np.sum([Arr01, Arr02], axis=1) = [ 6 15]\n",
            "--------------------------------------------------\n",
            "\n",
            "---------------- Difference-----------------------\n",
            "np.diff([Arr01, Arr02]) = [1 1]\n",
            "np.diff([Arr01, Arr02], axis=0) = [[-3 -3 -3]]\n",
            "np.diff([Arr01, Arr02], axis=1) = [[1 1]\n",
            " [1 1]]\n",
            "--------------------------------------------------\n",
            "\n",
            "---------------- Product --------------------------\n",
            "np.prod([Arr01, Arr02]) = 720\n",
            "np.prod([Arr01, Arr02], axis=0) = [ 4 10 18]\n",
            "np.prod([Arr01, Arr02], axis=1) = [  6 120]\n",
            "--------------------------------------------------\n",
            "\n"
          ]
        }
      ],
      "source": [
        "Arr01 = np.array([1,2,3])\n",
        "Arr02 = np.array([4,5,6])\n",
        "\n",
        "# Summation over an axis\n",
        "SumArr01 = np.sum([Arr01, Arr02])\n",
        "SumArr02 = np.sum([Arr01, Arr02] ,axis=0)\n",
        "SumArr03 = np.sum([Arr01, Arr02] ,axis=1)\n",
        "print('---------------- Summation --------------------------')\n",
        "print('np.sum([Arr01, Arr02]) =', SumArr01)\n",
        "print('np.sum([Arr01, Arr02], axis=0) =', SumArr02)\n",
        "print('np.sum([Arr01, Arr02], axis=1) =', SumArr03)\n",
        "print('--------------------------------------------------\\n')\n",
        "\n",
        "# Difference over an axis\n",
        "DiffArr01 = np.diff(Arr01)\n",
        "DiffArr02 = np.diff([Arr02, Arr01] ,axis=0)\n",
        "DiffArr03 = np.diff([Arr01, Arr02] ,axis=1)\n",
        "print('---------------- Difference-----------------------')\n",
        "print('np.diff([Arr01, Arr02]) =', DiffArr01)\n",
        "print('np.diff([Arr01, Arr02], axis=0) =', DiffArr02)\n",
        "print('np.diff([Arr01, Arr02], axis=1) =', DiffArr03)\n",
        "print('--------------------------------------------------\\n')\n",
        "\n",
        "# Product over an axis\n",
        "ProdArr01 = np.prod([Arr01, Arr02])\n",
        "ProdArr02 = np.prod([Arr02, Arr01] ,axis=0)\n",
        "ProdArr03 = np.prod([Arr01, Arr02] ,axis=1)\n",
        "print('---------------- Product --------------------------')\n",
        "print('np.prod([Arr01, Arr02]) =', ProdArr01)\n",
        "print('np.prod([Arr01, Arr02], axis=0) =', ProdArr02)\n",
        "print('np.prod([Arr01, Arr02], axis=1) =', ProdArr03)\n",
        "print('--------------------------------------------------\\n')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "#### Usual Mathematical function"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 155,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            " ------------- log function -------------\n",
            "ln(e) = 1.0\n",
            "log(2) = 1.0\n",
            "log10(10) = 1.0\n",
            " -------------------------- -------------\n",
            "\n",
            " ------------- expo function -------------\n",
            "e^(Pi) = 23.140692632779267\n",
            "e^(-Pi) = 0.04321391826377226\n",
            " -------------------------- -------------\n",
            "\n",
            "Theta [rad] = [0.52359878 0.78539816 1.04719755 1.57079633]\n",
            " ------------- trigonom function --------\n",
            "sin(theta) = 0.49999999999999994\n",
            "sin(Pi/6) = 0.49999999999999994\n",
            "cos(theta) = 0.7071067811865476\n",
            "cos(Pi/4) = 0.7071067811865476\n",
            "tan(theta) = 1.7320508075688767\n",
            "tan(Pi/3) = 1.7320508075688767\n",
            "cos(Pi/2) = 6.123233995736766e-17\n",
            "cotan(theta) = 6.123233995736766e-17\n",
            "cotan(Pi/2) = 6.123233995736766e-17\n",
            "theta = 0.863 [rad]\n",
            "phi = 49.464 [degree]\n",
            " ----------------------------------------\n",
            "\n"
          ]
        }
      ],
      "source": [
        "# Constants\n",
        "Pi = np.pi\n",
        "e = np.e\n",
        "\n",
        "# Log  function\n",
        "print(' ------------- log function -------------')\n",
        "print('ln(e) =', np.log(e))\n",
        "print('log(2) =', np.log2(2))\n",
        "print('log10(10) =', np.log10(10))\n",
        "print(' -------------------------- -------------\\n')\n",
        "# Exponential function\n",
        "print(' ------------- expo function -------------')\n",
        "print('e^(Pi) =', np.exp(Pi))\n",
        "print('e^(-Pi) =', np.exp(-Pi))\n",
        "print(' -------------------------- -------------\\n')\n",
        "# Trignometric functions\n",
        "phi = np.array([30, 45, 60, 90]) # degree\n",
        "theta = np.deg2rad(phi)  # radians\n",
        "print('Theta [rad] =', theta)\n",
        "print(' ------------- trigonom function --------')\n",
        "print('sin(theta) =', np.sin(theta[0]))\n",
        "print('sin(Pi/6) =', np.sin(Pi/6))\n",
        "print('cos(theta) =', np.cos(theta[1]))\n",
        "print('cos(Pi/4) =', np.cos(Pi/4))\n",
        "print('tan(theta) =', np.tan(theta[2]))\n",
        "print('tan(Pi/3) =', np.tan(Pi/3))\n",
        "print('cos(Pi/2) =', np.cos(Pi/2))\n",
        "print('cotan(theta) =', 1/(np.tan(theta[3])))\n",
        "print('cotan(Pi/2) =', 1/(np.tan(Pi/2)))\n",
        "print(f'theta = {np.arcsin(0.76):.3f} [rad]')\n",
        "print(f'phi = {np.rad2deg(np.arcsin(0.76)):.3f} [degree]')\n",
        "print(' ----------------------------------------\\n')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Application\n",
        "Redefine the following function by using numpy methods:\n",
        "- linspace\n",
        "- np.exp()\n",
        "- np.e\n",
        "Once you do it, add it to your file *my_modules.py*"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "# Normal distribution\n",
        "def Normal(sigma, mu, d):\n",
        "  pi = 3.14159265359\n",
        "  exp = 2.71828\n",
        "  X = []\n",
        "  Y = []\n",
        "  for i in range(-d, d, 1):\n",
        "    x = float(i)\n",
        "    X.append(x)\n",
        "    argument = -0.5 * ((x - mu)/sigma)**2\n",
        "    Normal = (1/(sigma*(2*pi)**0.5)) * (exp**argument)\n",
        "    Y.append(Normal)\n",
        "  return X, Y"
      ]
    }
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